DocumentCode :
2545039
Title :
System identification of Magneto-Rheological damper using Group Method of Data Handling (GMDH)
Author :
Assaleh, Khaled ; Shanableh, Tamer ; Kheil, Y.A.
Author_Institution :
Dept. of Electr. Eng., American Univ. of Sharjah, Sharjah, United Arab Emirates
fYear :
2009
fDate :
23-26 March 2009
Firstpage :
1
Lastpage :
6
Abstract :
In this paper Group Method of Data Handling (GMDH) technique is implemented and applied to the system identification problem of a Magneto-Rheological (MR) damper. GMDH networks are used to approximate the forward and inverse dynamic behaviors of a MR damper. The difficulty of this identification problem stems from the inherent hysteretic and highly nonlinear dynamics of MR dampers. The GMDH-based solution exhibits comparable identification accuracy in both the forward and inverse models as compared to state-of-the-art more computationally extensive solutions.
Keywords :
data handling; group theory; magnetorheology; mechanical engineering computing; neural nets; shock absorbers; data handling group method; forward dynamic behaviors; inverse dynamic behaviors; magnetorheological damper; Damping; Data handling; Mechatronics; Nonlinear dynamical systems; Nonlinear systems; Polynomials; Predictive models; Process design; Shock absorbers; System identification;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Mechatronics and its Applications, 2009. ISMA '09. 6th International Symposium on
Conference_Location :
Sharjah
Print_ISBN :
978-1-4244-3480-0
Electronic_ISBN :
978-1-4244-3481-7
Type :
conf
DOI :
10.1109/ISMA.2009.5164806
Filename :
5164806
Link To Document :
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